{"id":"https://openalex.org/W4416037446","doi":"https://doi.org/10.1504/ijmei.2025.149544","title":"Diffusion tensor imaging for Alzheimer's disease classification using a bag of features and majority voting","display_name":"Diffusion tensor imaging for Alzheimer's disease classification using a bag of features and majority voting","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416037446","doi":"https://doi.org/10.1504/ijmei.2025.149544"},"language":"en","primary_location":{"id":"doi:10.1504/ijmei.2025.149544","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmei.2025.149544","pdf_url":null,"source":{"id":"https://openalex.org/S152520907","display_name":"International Journal of Medical Engineering and Informatics","issn_l":"1755-0653","issn":["1755-0653","1755-0661"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Engineering and Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039740779","display_name":"Latifa Houria","orcid":"https://orcid.org/0000-0002-1842-8940"},"institutions":[{"id":"https://openalex.org/I83332908","display_name":"University of Blida","ror":"https://ror.org/03g41pw14","country_code":"DZ","type":"education","lineage":["https://openalex.org/I83332908"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Latifa Houria","raw_affiliation_strings":["LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria","institution_ids":["https://openalex.org/I83332908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019682440","display_name":"Noureddine Belkhamsa","orcid":"https://orcid.org/0009-0007-2818-1869"},"institutions":[{"id":"https://openalex.org/I83332908","display_name":"University of Blida","ror":"https://ror.org/03g41pw14","country_code":"DZ","type":"education","lineage":["https://openalex.org/I83332908"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Noureddine Belkhamsa","raw_affiliation_strings":["LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria","institution_ids":["https://openalex.org/I83332908"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000873114","display_name":"Assia Cherfa","orcid":"https://orcid.org/0009-0002-3709-4672"},"institutions":[{"id":"https://openalex.org/I83332908","display_name":"University of Blida","ror":"https://ror.org/03g41pw14","country_code":"DZ","type":"education","lineage":["https://openalex.org/I83332908"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Assia Cherfa","raw_affiliation_strings":["LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria","institution_ids":["https://openalex.org/I83332908"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037753903","display_name":"Yazid Cherfa","orcid":"https://orcid.org/0009-0002-2666-8706"},"institutions":[{"id":"https://openalex.org/I83332908","display_name":"University of Blida","ror":"https://ror.org/03g41pw14","country_code":"DZ","type":"education","lineage":["https://openalex.org/I83332908"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Yazid Cherfa","raw_affiliation_strings":["LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LASICOM Laboratory, Department of Electronical Engineering, University of Blida 1, Blida, Algeria","institution_ids":["https://openalex.org/I83332908"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35207668,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"6","first_page":"547","last_page":"555"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.6798999905586243,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10009","display_name":"Dementia and Cognitive Impairment Research","score":0.6798999905586243,"subfield":{"id":"https://openalex.org/subfields/2738","display_name":"Psychiatry and Mental health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11304","display_name":"Advanced Neuroimaging Techniques and Applications","score":0.10530000180006027,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.06080000102519989,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/majority-rule","display_name":"Majority rule","score":0.7116000056266785},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.659500002861023},{"id":"https://openalex.org/keywords/diffusion-mri","display_name":"Diffusion MRI","score":0.6570000052452087},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5823000073432922},{"id":"https://openalex.org/keywords/tensor","display_name":"Tensor (intrinsic definition)","score":0.5572999715805054},{"id":"https://openalex.org/keywords/voting","display_name":"Voting","score":0.48510000109672546},{"id":"https://openalex.org/keywords/cognitive-impairment","display_name":"Cognitive impairment","score":0.398499995470047}],"concepts":[{"id":"https://openalex.org/C153668964","wikidata":"https://www.wikidata.org/wiki/Q27636","display_name":"Majority rule","level":2,"score":0.7116000056266785},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6769999861717224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6765000224113464},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.659500002861023},{"id":"https://openalex.org/C149550507","wikidata":"https://www.wikidata.org/wiki/Q899360","display_name":"Diffusion MRI","level":3,"score":0.6570000052452087},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5823000073432922},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.5572999715805054},{"id":"https://openalex.org/C520049643","wikidata":"https://www.wikidata.org/wiki/Q189760","display_name":"Voting","level":3,"score":0.48510000109672546},{"id":"https://openalex.org/C2984915365","wikidata":"https://www.wikidata.org/wiki/Q5141203","display_name":"Cognitive impairment","level":3,"score":0.398499995470047},{"id":"https://openalex.org/C2776049293","wikidata":"https://www.wikidata.org/wiki/Q1202471","display_name":"Locale (computer software)","level":2,"score":0.383899986743927},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3467000126838684},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.29170000553131104},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.2759999930858612},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.25600001215934753},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.25380000472068787}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1504/ijmei.2025.149544","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijmei.2025.149544","pdf_url":null,"source":{"id":"https://openalex.org/S152520907","display_name":"International Journal of Medical Engineering and Informatics","issn_l":"1755-0653","issn":["1755-0653","1755-0661"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Medical Engineering and Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Alzheimer's":[0],"disease":[1,6,23],"(AD)":[2],"is":[3,54,67,75],"a":[4,35,62],"neurodegenerative":[5],"and":[7,43,61,92,102],"the":[8,58,79],"most":[9],"common":[10],"cause":[11],"of":[12,51,89],"dementia.":[13],"Thus,":[14],"various":[15],"neuroimaging-based":[16],"methods":[17],"were":[18],"proposed":[19,84],"to":[20,46,56,77,94],"detect":[21],"this":[22],"at":[24],"its":[25],"early":[26],"stage,":[27],"called":[28],"mild":[29],"cognitive":[30],"impairment":[31],"(MCI).":[32],"We":[33],"developed":[34],"novel":[36],"approach":[37],"combining":[38],"Diffusion":[39],"tensor":[40],"imaging":[41],"(DTI)-indices":[42],"ensemble":[44],"learning":[45],"classify":[47,95],"AD.":[48],"A":[49],"bag":[50],"features":[52],"(BoF)":[53],"used":[55,76],"retrieve":[57],"locale":[59],"features,":[60],"support":[63],"vector":[64],"machine":[65],"(SVM)":[66],"applied":[68],"for":[69],"classification.":[70],"The":[71,83],"majority":[72],"voting":[73],"technique":[74],"combine":[78],"final":[80],"predicted":[81],"labels.":[82],"method":[85],"achieves":[86],"an":[87],"accuracy":[88],"94.0%,":[90],"97.0%,":[91],"95.9%":[93],"CN":[96,99],"vs.":[97,100,104],"MCI,":[98],"AD,":[101,105],"MCI":[103],"respectively.":[106]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-11-08T00:00:00"}
